GitHub Advisoryadvisory · PyPI
GHSA-x3v8-c8qx-3j3r Null pointer exception in `DeserializeSparse`
MEDIUM
Official page ↗
- Aliases
- CVE-2021-41215
- Ecosystem
- PyPI
- Packages
- tensorflow, tensorflow-cpu, tensorflow-gpu
- Severity
- Moderate
- CVSS vector
- CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
- Weaknesses
- CWE-476
- Reviewed
- 2021-11-08
Affected packages
• PyPI tensorflow: >= 2.6.0, < 2.6.1 → fixed in 2.6.1
• PyPI tensorflow: >= 2.5.0, < 2.5.2 → fixed in 2.5.2
• PyPI tensorflow: < 2.4.4 → fixed in 2.4.4
• PyPI tensorflow-cpu: >= 2.6.0, < 2.6.1 → fixed in 2.6.1
• PyPI tensorflow-cpu: >= 2.5.0, < 2.5.2 → fixed in 2.5.2
• PyPI tensorflow-cpu: < 2.4.4 → fixed in 2.4.4
• PyPI tensorflow-gpu: >= 2.6.0, < 2.6.1 → fixed in 2.6.1
• PyPI tensorflow-gpu: >= 2.5.0, < 2.5.2 → fixed in 2.5.2
• PyPI tensorflow-gpu: < 2.4.4 → fixed in 2.4.4
Description
Impact
The shape inference code for `DeserializeSparse` can trigger a null pointer dereference:
```python
import tensorflow as tf
dataset = tf.data.Dataset.range(3)
@tf.function
def test():
y = tf.raw_ops.DeserializeSparse(
serialized_sparse=tf.data.experimental.to_variant(dataset),
dtype=tf.int32)
test()
```
This is because the shape inference function assumes that the `serialize_sparse` tensor is a tensor with positive rank (and having `3` as the last dimension). However, in the example above, the argument is a scalar (i.e., rank 0).
Patches
We have patched the issue in GitHub commit d3738dd70f1c9ceb547258cbb82d853da8771850.
The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, as these are also affected and still in supported range.
For more information
Please consult our security guide for more information regarding the security model and how to contact us with issues and questions.
Attribution
This vulnerability has been reported by members of the Aivul Team from Qihoo 360.
Related
Alias · CVE (1)
- CVE-2021-41215 TensorFlow is an open source platform for machine learning. vulnerability
Weakness · CWE (1)
- CWE-476 NULL Pointer Dereference weakness
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-x3v8-c8qx-3j3r web
- https://nvd.nist.gov/vuln/detail/CVE-2021-41215 advisory
- https://github.com/tensorflow/tensorflow/commit/d3738dd70f1c9ceb547258cbb82d853da8771850 web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-624.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-822.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-407.yaml web
- https://github.com/tensorflow/tensorflow package